PMID: 11933037Apr 5, 2002Paper

Functional data analysis with application to periodically stimulated foetal heart rate data. II: functional logistic regression

Statistics in Medicine
Sarah J RatcliffeLeo R Leader

Abstract

We present a basis solution for the modelling of a binary response with a functional covariate plus any number of scalar covariates. This can be thought of as singular longitudinal data analysis as there are more measurements on the functional covariate than subjects in the study. The maximum likelihood parameter estimates are found using a basis expansion and a modified Fisher scoring algorithm. This technique has been extended to model a functional covariate with a repeated stimulus. We used periodically stimulated foetal heart rate tracings to predict the probability of a high risk birth outcome. It was found that these tracings could predict 94.1 per cent of the high risk pregnancies and without the stimulus, the heart rates were no more predictive than chance.

References

Dec 1, 1968·Journal of Experimental Psychology·J Germana

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Citations

Sep 14, 2002·Prenatal Diagnosis
Mar 21, 2013·BMC Medical Research Methodology·Shahid Ullah, Caroline F Finch
Jun 9, 2016·Journal of Multivariate Analysis·Rolando De la CruzRaymond J Carroll
Sep 20, 2005·Early Human Development·Marie-Paule AustinNicole Reilly
Oct 1, 2011·The Journal of Maternal-fetal & Neonatal Medicine : the Official Journal of the European Association of Perinatal Medicine, the Federation of Asia and Oceania Perinatal Societies, the International Society of Perinatal Obstetricians·Rhonda VandykeJane C Khoury
Nov 22, 2011·Early Human Development·Jolly JoyInez Cooke
Jun 17, 2016·PLoS Computational Biology·Rebeca Campos-SánchezKateryna D Makova
Jul 23, 2013·Statistical Methods in Medical Research·Francesca Ieva, Anna M Paganoni
Sep 1, 2017·IEEE Transactions on Pattern Analysis and Machine Intelligence·Enrique Sanchez-LozanoMichel Valstar
Oct 17, 2018·Scientific Reports·Pierre MasselotPierre Gosselin
Jan 1, 2009·Journal of the American Statistical Association·Jamie L Bigelow, David B Dunson
Jul 30, 2020·Molecular Biology and Evolution·Di ChenKateryna D Makova
May 16, 2021·Analytical and Bioanalytical Chemistry·Rola HouhouThomas Bocklitz

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